An EHG-based Preterm Delivery Prediction Algorithm via Convolution Neural Network / 中国医疗器械杂志

Premature delivery is one of the direct factors that affect the early development and safety of infants. Its direct clinical manifestation is the change of uterine contraction intensity and frequency. Uterine Electrohysterography(EHG) signal collected from the abdomen of pregnant women can accurately and effectively reflect the uterine contraction, which has higher clinical application value than invasive monitoring technology such as intrauterine pressure catheter. Therefore, the research of fetal preterm birth recognition algorithm based on EHG is particularly important for perinatal fetal monitoring. We proposed a convolution neural network(CNN) based on EHG fetal preterm birth recognition algorithm, and a deep CNN model was constructed by combining the Gramian angular difference field(GADF) with the transfer learning technology. The structure of the model was optimized using the clinical measured term-preterm EHG database. The classification accuracy of 94.38% and F1 value of 97.11% were achieved. The experimental results showed that the model constructed in this paper has a certain auxiliary diagnostic value for clinical prediction of premature delivery.

Metabolomics applied to maternal and perinatal health: a review of new frontiers with a translation potential

The prediction or early diagnosis of maternal complications is challenging mostly because the main conditions, such as preeclampsia, preterm birth, fetal growth restriction, and gestational diabetes mellitus, are complex syndromes with multiple underlying mechanisms related to their occurrence. Limited advances in maternal and perinatal health in recent decades with respect to preventing these disorders have led to new approaches, and "omics" sciences have emerged as a potential field to be explored. Metabolomics is the study of a set of metabolites in a given sample and can represent the metabolic functioning of a cell, tissue or organism. Metabolomics has some advantages over genomics, transcriptomics, and proteomics, as metabolites are the final result of the interactions of genes, RNAs and proteins. Considering the recent "boom" in metabolomic studies and their importance in the research agenda, we here review the topic, explaining the rationale and theory of the metabolomic approach in different areas of maternal and perinatal health research for clinical practitioners. We also demonstrate the main exploratory studies of these maternal complications, commenting on their promising findings. The potential translational application of metabolomic studies, especially for the identification of predictive biomarkers, is supported by the current findings, although they require external validation in larger datasets and with alternative methodologies.

Risk assessment for preterm delivery using the fetal fibronectin test associated with the measurement of uterine cervix length in symptomatic pregnant women / Avaliação do risco para parto pré-termo utilizando o teste da fibronectina fetal, associado à medida de comprimento de colo uterino, em gestantes sintomáticas

Abstract Objective To analyze the use of the measurement of uterine cervix length (MUCL) and the fetal fibronectin (fFN) rapid test as predictors of preterm delivery (PTD) in symptomatic pregnant women assisted at the Santa Casa de Misericórdia de Sobral Maternity Hospital. Methods This was a prospective and analytic study involving 53 parturients assisted between September of 2015 and July of 2016; the participants were between 24 and 34 weeks of gestational age (GA) and presented complaints related to preterm labor (PTL) prodromes. Vaginal secretion was collected for fFN testing, and the MUCL was obtained via transvaginal ultrasonography. Results A total of 58.49% of the subjects showed MUCL < 25 mm, and 41.51% were positive in the fFNrapid test.Atotal of 48 patients were followed-up until their delivery date, and 54.17% resulted in PTL. The relative risk (RR) for PTD in patients with MUCL < 25 mm was 1.83 (p = 0.09, 0.99-3.36, 95% confidence interval [CI]), with a mean time before delivery of 2.98 weeks. Based on fFN positive results, the RR was 3.50 (p = 0.002, 1.39- 8.79, 95%CI) and themean time until delivery was 1.94weeks. The RRwas 2.70 (p = 0.002, 1.08-6.72, 95%CI) when both tests were used. The RR of PTD within 48 hours, and 7 and 14 days were, respectively, 1.30 (p = 0.11, 95% CI 1.02-1.67), 1.43 (p = 0.12, 95% CI % 0.99-2.06), and 2.03 (p = 0.008, 95% CI 1.26-3.27), when based on the MUCL, and 1.75 (p = 0.0006, 95% CI 1.20-2.53), 2.88 (p = 0.0001, 95% CI, 1.57-5.31), and 3.57 (p = 0.0002, 95% CI 1.63-7.81) when based on positive fFN results. The RR at 48 hours and 7 and 14 days considering both tests was 1.74 (p = 0.0001, 95% CI 1.14-2.64), 2.22 (p = 0.0001, 95% CI 1.22-4.04), and 2.76 (p = 0.0002, 95% CI 1.27-5.96), respectively. Conclusion In symptomatic pregnant women, we concluded that the MUCL < 25 mm associated with positive fFN rapid test indicate increased the risk for PTD. Further studies with larger sample sizes could contribute in supporting the results presented in the current study.

Resumo Objetivo Analisar a utilização da medida do comprimento do colo uterino (MCCU), e do teste da fibronectina fetal (FNf) como preditores do trabalho de parto pré-termo (PPT), em gestantes sintomáticas, atendidas na Maternidade da Santa Casa de Misericórdia de Sobral. Métodos Foi realizado umestudo prospectivo e analítico, envolvendo 53 parturientes atendidas no período de setembro de 2015 a julho de 2016, com idade gestacional (IG) entre 24 e 34 semanas que tiveram queixas relacionadas a pródromos de trabalho de parto prematuro (TPP), sendo realizada coleta de secreção vaginal para FNf e MCCU por via ultrassonográfica transvaginal. Resultados Um total de 58,49% das pacientes tinham MCCU < 25 mm, e 41,51% tiveram teste rápido de fFN positivo. Foi feito o acompanhamento de 48 pacientes, com 54,17% de PPTs. O risco relativo (RR) para PPT com MCCU < 25 mm foi de 1,83 (p = 0,09, 0,99-3,36, intervalo de confiança [IC] 95%), com média de tempo até o parto de 2,98 semanas. Para fFN, o RR foi de 3.50 (p = 0.002, 1.39-8.79, IC 95%) e a média até o parto foi de 1,94 semanas. Quando os dois testes forampositivos, o RR foi de 2,70 (1,08-6,72). Para a MCCU, o RR para PPT em 48 horas, 7 e 14 dias foram 1,30 (p = 0.11, 95% IC 1.02-1.67), 1,43 (p = 0.12, 95% CI % 0.99-2.06) e 2,03 (p = 0.008, 95% IC 1.26-3.27), respectivamente. Para FNf, em 48 horas, 7 e 14 dias foi de 1,75 (p = 0.0006, 95% IC 1.20-2.53, 2,88 (p = 0.0001, 95% IC, 1.57-5.31) e 3,57 (p = 0.0002, 95% IC 1.63-7.81) respectivamente. Com os dois testes, o RR em 48 horas, 7 e 14 dias foi 1,74 (p = 0.0001, 95%IC 1.14-2.64), 2,22 (p = 0.0001, 95% IC 1.22-4.04) e 2,76 (p = 0.0002, 95% IC 1.27-5.96) respectivamente. Conclusão Em mulheres grávidas sintomáticas, concluímos que a MCCU < 25 mm e o teste rápido de FNf positivo indicam aumento do risco de PPT. Outros estudos com tamanhos de amostra maiores podem contribuir para apoiar os resultados apresentados no presente estudo.

Alfa-fetoproteína sérica en la predicción de parto pretérmino / Alpha-fetoprotein levels and prediction of preterm delivery

Objetivo: Relacionar las concentraciones de la alfafetoproteína (AFP) sérica con la ocurrencia de parto pre-término (PP) en embarazadas con y sin factores de riesgo (FR) atendidas en la Maternidad "Dr. Armando Castillo Plaza" en Maracaibo, Estado Zulia, Venezuela. Métodos: Investigación predictiva y comparativa aplicada, que incluyo 60 embarazadas con y sin FR para PP (n= 30 para cada grupo), a las que se les determinó la AFP sérica entre las 24-28 semanas de gestación, siguiéndose hasta la culminación del embarazo. Resultados: Las concentraciones de AFP en gestantes con FR fueron significativamente mayores (341,35 +/- 183,51 vs. 238,63 +/- 110,46; p<0,05); asimismo, el diagnóstico de PP se efectuó en 43,33 por ciento de las gestantes con FR y en 13,33 por ciento sin FR (p<0,05). Esta prueba presentó en gestantes con FR tasas más altas de sensibilidad (77 por ciento), especificidad (76 por ciento), valor predictivo positivo (71 por ciento) o negativo (81 por ciento), predicción total (77 por ciento); razón de verosimilitud positiva (3,27) y probabilidad post-test positiva (71 por ciento); mientras que la razón de verosimilitud negativa (0,30) y la probabilidad post-test negativa (19 por ciento) fueron bajas, en tanto que el riesgo de PP fue significativo (OR [IC95 por ciento%]= 10,833 [1,961-59,835]; p<0,05). Conclusión: Existe una relación entre la elevación de las concentraciones de AFP y la presencia de PP, mostrando esta prueba tener una alta capacidad diagnóstica y poder predictivo para la ocurrencia de esta patología en embarazadas con FR.

Objective: To relate the concentrations of alpha-fetoprotein (AFP) levels with the occurrence of preterm delivery (PP) in pregnant women with and without risk factors (RF) attending Motherhood "Dr. Armando Castillo Plaza" in Maracaibo, Zulia State, Venezuela. Methods: This research is a predictive and comparative type, which included 60 pregnant women with and without RF for PP (n = 30 for each group), which were determined from serum AFP 24-28 weeks of gestation, being followed until completion of pregnancy. Results: The concentrations of AFP in pregnancies with RF were significantly higher (341.35 +/- 183.51 vs. 238.63 +/- 110.46, p<0.05), also the diagnostic PP was performed in 43.33 percent of pregnant women with RF and non RF 13.33 percent (p<0.05). This test presented in RF pregnant with higher rates of sensitivity (77 percent), specificity (76 percent), positive predictive value (71percent or negative (81percent), total prediction (77 percent), positive likelihood ratio (3.27) and positive post-test probability (71 percent), whereas the negative likelihood ratio (0.30) and the post-test probability negative (19 percent) were low, while the risk of PP was significant (OR [95 percent CI] = 10.833 [1.961 to 59.835]; p<0.05). Conclusion: There is a relationship between elevated AFP levels and the presences of PP, showing this test have high diagnostic accuracy and predictive power for the occurrence of this disease in pregnant with RF.

Predição do parto prematuro: avaliação sequencial do colo uterino e do teste para proteína-1 fosforilada ligada ao fator de crescimento insulina-símile / Preterm birth prediction: sequential evaluation of the cervix and the test for phosphorylated protein-1 linked to insulin-like growth factor

OBJETIVOS: Averiguar a utilidade da medida do comprimento do colo uterino e do teste para proteína-1 fosforilada ligada ao fator de crescimento insulina-símile (phIGFBP-1), realizados de maneira sequencial, na predição do parto prematuro e a existência de correlação entre os testes. MÉTODOS: Foram submetidos a análise secundária os dados de 101 gestantes assintomáticas com antecedente de prematuridade. A medida ultrassonográfica do comprimento do colo e o teste para phIGFBP-1 foram realizados em paralelo a cada três semanas, entre a 24ª e a 34ª semana. O melhor valor de corte do colo uterino para cada avaliação foi estabelecido por meio de curva ROC, e ambos os testes foram comparados entre si por meio de testes não paramétricos. Foram obtidas a sensibilidade, a especificidade e os valores preditivos de cada teste e da associação dos exames para a ocorrência de parto antes de 37 semanas. RESULTADOS: Houve 25 partos prematuros (24,8%). O comprimento do colo apresentou maior sensibilidade e foi capaz de predizer o parto prematuro em todas as avaliações, com acurácia semelhante em diferentes idades gestacionais. O teste para phIGFBP-1 não foi útil na 24ª semana, porém foi capaz de predizer independentemente a prematuridade na 27ª à 30ª e 33ª semana. A associação dos exames elevou a sensibilidade (81,8%) e o valor preditivo negativo (93,7%) quando comparada à utilização isolada dos testes. O comprimento cervical médio foi menor em gestantes com teste positivo. CONCLUSÕES: Tanto o comprimento cervical quanto o teste para phIGFBP-1 foram capazes de predizer independentemente o parto prematuro, e a associação sequencial de ambos os exames apresentou elevada sensibilidade e alto valor preditivo negativo.

PURPOSE: To investigate the usefulness of the measurement of cervical length and of the test for phosphorylated insulin-like growth factor binding protein-1 (phIGFBP-1) performed sequentially in the prediction of preterm birth and the correlation between tests. METHODS: We analyzed data from 101 asymptomatic pregnant women with a history of premature delivery. The ultrasound measurement of cervical length and phIGFBP-1 test were performed in parallel every three weeks, between 24 and 34 week. The best cutoff value for each cervical evaluation was established by the ROC curve, and the two tests were compared using nonparametric tests. We determined the sensitivity, specificity and predictive values of each test and of the association of the exams for the occurrence of delivery before the 37th weeks. RESULTS: There were 25 preterm births (24.8%). The cervix length showed the highest sensitivity and was able to predict preterm birth in all evaluations, with similar accuracy at different gestational ages. The test for phIGFBP-1 was not helpful at 24 weeks, but was able to predict prematurity when performed at 27, 30 and 33 weeks. The combination of tests increased the sensitivity (81.8%) and negative predictive value (93.7%) when compared to the separate use of each test. The mean cervical length was lower in women with a positive test. CONCLUSIONS: Both cervical length and the test for phIGFBP-1 were able to predict premature delivery, and sequential combination of both tests showed a high sensitivity and high negative predictive value.

Trabalho de parto prematuro predição e prevenção / Preterm labor: prediction and prevention

A prematuridade representa um dos maiores desafios da Obstetrícia moderna, sendo a principal causa de morbimortalidade neonatal. Apesar dos avanços nas últimas décadas, sua incidência permanece inalterada no Brasil. Além disso, o diagnóstico do trabalho de parto prematuro pode, muitas vezes, ser um desafio: nem todas as pacientes com contrações antes de 37 semanas irão evoluir para um parto prematuro. A fim de tornar esse diagnóstico mais preciso e elucidar para os obstetras quais são as pacientes que realmente apresentam um risco maior para prematuridade, muitos autores têm pesquisado marcadores capazes de predizer tal risco. Com o objetivo de diminuir a incidência dos partos prematuros, atualmente buscam-se estratégias capazes de prevenir o parto prematuro. A presente revisão discute os principais preditores de risco e métodos de prevenção

The prematurity represents one of the major challenges in modern Obstetrics, and it is the leading cause of neonatal mortality and morbidity. Despite technological advances in the past decades, the rate of preterm birth remains the same in Brazil. Moreover, the diagnosis of preterm labor can often be a challenge: not all patients with contractions before 37 weeks go on to a premature delivery. To make this a more precise diagnosis for obstetricians and to really elucidate which patients have higher risk for prematurity, many authors have investigated markers that could predict such risk. In order to reduce the incidence of preterm delivery, obstetricians are now looking for strategies to prevent preterm birth. This review discusses the most important predictors of risk and the main methods of prevention

Normative data of cervical length in singleton pregnancy in women attending a tertiary care hospital in eastern India.

Background & objectives The length of cervix predicts the risk of preterm delivery. The objective of this study was to assess cervical length in pregnancy by transvaginal ultrasonography for generating normative data for nulliparous women at no special risk of preterm labour. Methods An observational study was carried out in a tertiary care teaching hospital in eastern India in nulliparous women who delivered at term. A single sonologist assessed 224 women (once per subject) between 20 and 34 wk of gestation. Nulliparous women carrying a single foetus of confirmed gestational age were included; 216 subjects were finally considered for generation of normative data, excluding those delivering earlier than 37 or later than 42 wk. Other exclusion criteria were history of cerclage, any previous cervical surgery, smoking, or any medical disorder complicating pregnancy. Results Cervix length at each week of gestation gradually decreased over the study period. Length at 20 and 34 wk was 40.5 ± 1.14 mm (mean ± SD) and 34.8 ± 1.34 mm respectively. The overall shortening over this 14 wk period was 5.7 mm, with 0.58 mm per week median rate of shortening. Pearson's correlation coefficient was - 0.69 (95% CI - 0.75 to - 0.60; P< 0.001) for cervical length vis-à-vis gestational age. Interpretation & conclusions The serial normative data generated in our setting can be used to decide cut-off points for predicting risk of preterm labour in future studies. Validity of such prediction needs to be tested in larger cohorts of women assessed at specific gestational ages.

[Relationship between cervicovaginal ferritin levels in 22-26 weeks of pregnant women with spontaneous preterm delivery]

Low serum ferritin levels correlate with low iron stores, whereas high levels are associated with an acute-phase reaction. Our objective was to determine whether elevated levels of ferritin in the genital tract can be a potential marker to identify patients at risk for spontaneous preterm delivery. We performed a nested case-control study involving 28 women who had spontaneous preterm delivery. 28 term control subjects mathched for parity, age, education, previous history of PTL and vaginal bleeding selected from 275 women enrolled in the preterm prediction study of the prenatal care unit at Imam Hospital. Cervical ferritin was measured using radoimmunoassay. Cervical ferritin levels were significantly higher in women who subsequently had spontaneous early preterm delivery [mean +/- SD: 54.5 +/- 5 ng/ml VS 36.39 +/- 1.59 in control, P=0.001]. Elevated cervical ferritin levels in 22=24 weeks of gestation in asymptomatic women are associated with subsequent spontaneous preterm birth. Cervical ferritin, alone or in combination with other potential markers, maybe a useful tool to help identify high risk women who would potentially benefit from such prospective intervention. Until the identification of such clinical interventions in a clinical trial, the use of cervical ferritin for the prediction of preterm delivery remains experimental

Uterine Artery Doppler Velocimetry During Mid-second Trimester to Predict Complications of Pregnancy Based on Unilateral or Bilateral Abnormalities

We performed this study to evaluate uterine artery Doppler velocimetry (UADV) measurement of unilateral or bilateral abnormalities as a predictor of complications in pregnancy during the mid-second trimester (20-24 weeks). We enrolled 1, 090 pregnant women who had undergone UADV twice: once between the 20th and 24th week (1st stage) and again between the 28th and 32nd week (2nd stage) of pregnancy, and then delivered at Yonsei Medical Center. UADV was performed bilaterally. Follow-up UADV was performed between the 28th and 32nd week, and the frequencies of pregnancy-induced hypertension (PIH), fetal growth restriction (FGR), and preterm delivery (before 34 weeks of gestation) were determined. Chi-squared and t-tests were used where appropriate, with p < .05 considered significant. According to the results of UADV performed between 20-24 weeks of gestation, 825 women (75.7%) were included in the normal group, 196 (18.0%) in the unilateral abnormality group, and 69 (6.3%) in the bilateral abnormality group. The incidences of FGR were 8.0%, 10.2%, and 26.1%, and the incidences of PIH were 0.1%, 3.6%, and 14.5%, respectively. The incidence of PIH was significantly lower in the normal group. The incidences of preterm delivery were 2.2%, 5.6%, and 8.7%, respectively. PIH developed in 46.7% of patients with bilateral abnormal findings in both the 1st and 2nd stage tests, and developed in none of the patients with normal findings in both tests. Abnormal results found by UADV performed between the 20-24th weeks of pregnancy, such as high S/D ratios regardless of placental location and the presence of an early diastolic notch, were associated with significant increases in the incidences of intrauterine growth restriction (IUGR) and PIH. This was true for both bilateral and unilateral abnormalities. Abnormal findings in bilateral UADV during the second trimester especially warrant close follow up for the detection of subsequent development of pregnancy complications.